Investigating dimensions of instructor trust using the words of undergraduate STEM students

IntroductionRecent work has shown that student trust in their instructor is a key moderator of STEM student buy-in to evidence-based teaching practices (EBTs), enhancing positive student outcomes such as performance, engagement, and persistence. Although trust in instructor has been previously opera...

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Main Authors: Kathy Zhang, Julia C. Gill, Tong Zhang, Lia Crowley, Juliette Bennie, Henry Wagner, Melanie Bauer, David Hanauer, Xinnian Chen, Mark J. Graham
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Education
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Online Access:https://www.frontiersin.org/articles/10.3389/feduc.2025.1617067/full
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author Kathy Zhang
Julia C. Gill
Tong Zhang
Lia Crowley
Juliette Bennie
Henry Wagner
Melanie Bauer
David Hanauer
Xinnian Chen
Mark J. Graham
author_facet Kathy Zhang
Julia C. Gill
Tong Zhang
Lia Crowley
Juliette Bennie
Henry Wagner
Melanie Bauer
David Hanauer
Xinnian Chen
Mark J. Graham
author_sort Kathy Zhang
collection DOAJ
description IntroductionRecent work has shown that student trust in their instructor is a key moderator of STEM student buy-in to evidence-based teaching practices (EBTs), enhancing positive student outcomes such as performance, engagement, and persistence. Although trust in instructor has been previously operationalized in related settings, a systematic classification of how undergraduate STEM students perceive trustworthiness in their instructors remains to be developed. Moreover, previous operationalizations impose a structure that often includes distinct domains, such as cognitive and affective trust, that have yet to be empirically tested in the undergraduate STEM context.MethodsTo address this gap, we engage in a multi-step qualitative approach to unify existing definitions of trust from the literature and analyze structured interviews with 57 students enrolled in undergraduate STEM classes who were asked to describe a trusted instructor. Through thematic analysis, we propose that characteristics of a trustworthy instructor can be classified into three domains. We then assess the validity of the three-domain model both qualitatively and quantitatively. First, we examine student responses to determine how traits from different domains are mentioned together. Second, we use a process-model approach to instrument design that leverages our qualitative interview codebook to develop a survey that measures student trust. We performed an exploratory factor analysis on survey responses to quantitatively test the construct validity of our proposed three-domain trust model.Results and discussionWe identified 28 instructor traits that students perceived as trustworthy, categorized into cognitive, affective, and relational domains. Within student responses, we found that there was a high degree of interconnectedness between traits in the cognitive and relational domains. When we assessed the construct validity of the three-factor model using survey responses, we found that a three-factor model did not adequately capture the underlying latent structure. Our findings align with recent calls to both closely examine long-held assumptions of trust dimensionality and to develop context-specific trust measurements. The work presented here can inform the development of a reliable measure of student trust within undergraduate STEM student environments and ultimately improve our understanding of how instructors can best leverage the effectiveness of EBTs for positive student learning outcomes.
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spelling doaj-art-56150f821ae04fb185dc883090128fa52025-08-20T03:12:26ZengFrontiers Media S.A.Frontiers in Education2504-284X2025-07-011010.3389/feduc.2025.16170671617067Investigating dimensions of instructor trust using the words of undergraduate STEM studentsKathy Zhang0Julia C. Gill1Tong Zhang2Lia Crowley3Juliette Bennie4Henry Wagner5Melanie Bauer6David Hanauer7Xinnian Chen8Mark J. Graham9STEM Program Evaluation and Research Lab (STEM-PERL), Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, United StatesSTEM Program Evaluation and Research Lab (STEM-PERL), Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, United StatesSTEM Program Evaluation and Research Lab (STEM-PERL), Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, United StatesSTEM Program Evaluation and Research Lab (STEM-PERL), Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, United StatesSTEM Program Evaluation and Research Lab (STEM-PERL), Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, United StatesSTEM Program Evaluation and Research Lab (STEM-PERL), Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, United StatesSTEM Program Evaluation and Research Lab (STEM-PERL), Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, United StatesDepartment of English/Applied Linguistics, Indiana University of Pennsylvania, Indiana, PA, United StatesDepartment of Physiology and Neurobiology, University of Connecticut, Storrs, CT, United StatesSTEM Program Evaluation and Research Lab (STEM-PERL), Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, United StatesIntroductionRecent work has shown that student trust in their instructor is a key moderator of STEM student buy-in to evidence-based teaching practices (EBTs), enhancing positive student outcomes such as performance, engagement, and persistence. Although trust in instructor has been previously operationalized in related settings, a systematic classification of how undergraduate STEM students perceive trustworthiness in their instructors remains to be developed. Moreover, previous operationalizations impose a structure that often includes distinct domains, such as cognitive and affective trust, that have yet to be empirically tested in the undergraduate STEM context.MethodsTo address this gap, we engage in a multi-step qualitative approach to unify existing definitions of trust from the literature and analyze structured interviews with 57 students enrolled in undergraduate STEM classes who were asked to describe a trusted instructor. Through thematic analysis, we propose that characteristics of a trustworthy instructor can be classified into three domains. We then assess the validity of the three-domain model both qualitatively and quantitatively. First, we examine student responses to determine how traits from different domains are mentioned together. Second, we use a process-model approach to instrument design that leverages our qualitative interview codebook to develop a survey that measures student trust. We performed an exploratory factor analysis on survey responses to quantitatively test the construct validity of our proposed three-domain trust model.Results and discussionWe identified 28 instructor traits that students perceived as trustworthy, categorized into cognitive, affective, and relational domains. Within student responses, we found that there was a high degree of interconnectedness between traits in the cognitive and relational domains. When we assessed the construct validity of the three-factor model using survey responses, we found that a three-factor model did not adequately capture the underlying latent structure. Our findings align with recent calls to both closely examine long-held assumptions of trust dimensionality and to develop context-specific trust measurements. The work presented here can inform the development of a reliable measure of student trust within undergraduate STEM student environments and ultimately improve our understanding of how instructors can best leverage the effectiveness of EBTs for positive student learning outcomes.https://www.frontiersin.org/articles/10.3389/feduc.2025.1617067/fullinstructor trustundergraduate STEM educationstudent-instructor relationshiptrust dimensionscognitive trustaffective trust
spellingShingle Kathy Zhang
Julia C. Gill
Tong Zhang
Lia Crowley
Juliette Bennie
Henry Wagner
Melanie Bauer
David Hanauer
Xinnian Chen
Mark J. Graham
Investigating dimensions of instructor trust using the words of undergraduate STEM students
Frontiers in Education
instructor trust
undergraduate STEM education
student-instructor relationship
trust dimensions
cognitive trust
affective trust
title Investigating dimensions of instructor trust using the words of undergraduate STEM students
title_full Investigating dimensions of instructor trust using the words of undergraduate STEM students
title_fullStr Investigating dimensions of instructor trust using the words of undergraduate STEM students
title_full_unstemmed Investigating dimensions of instructor trust using the words of undergraduate STEM students
title_short Investigating dimensions of instructor trust using the words of undergraduate STEM students
title_sort investigating dimensions of instructor trust using the words of undergraduate stem students
topic instructor trust
undergraduate STEM education
student-instructor relationship
trust dimensions
cognitive trust
affective trust
url https://www.frontiersin.org/articles/10.3389/feduc.2025.1617067/full
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